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Machine Learning

Support Vector Machines (SVMs)

Support Vector Machines (SVMs)

Support Vector Machines (SVMs) are a type of machine learning algorithm that uses a kernel-based approach to classify data or make predictions. They are a popular algorithm for classification and regression tasks, and are known for their ability to handle high-dimensional data and non-linear relationships. What is a Support Vector

Random Forest

Random Forest

Random Forest is an ensemble learning algorithm that combines multiple Decision Trees to improve the accuracy and robustness of the model. It is a popular algorithm for classification and regression tasks, and is known for its ability to handle large datasets and improve the accuracy of the model. What is

Decision Trees

Decision Trees

Decision Trees are a type of machine learning algorithm that uses a tree-like structure to classify data or make predictions. They are a popular algorithm for classification and regression tasks, and are known for their simplicity and interpretability. What is a Decision Tree? A Decision Tree is a tree-like structure

Linear Regression

Linear Regression

Linear Regression is a type of machine learning algorithm that predicts a continuous output variable based on one or more input features. It's a supervised learning algorithm that learns from labeled data, where each example is a pair of input and output values. What is Linear Regression? Linear

Reinforcement Learning

Reinforcement Learning

Reinforcement Learning is a type of machine learning that involves training an agent to make decisions by interacting with an environment and receiving rewards or penalties for its actions. The goal of Reinforcement Learning is to learn a policy that maximizes a reward function, which is a measure of the

Natural Language Processing

Natural Language Processing

Natural Language Processing Natural Language Processing (NLP) is a subfield of artificial intelligence that deals with the interaction between computers and humans in natural language. It's a powerful tool for analyzing and understanding human language, and has applications in a wide range of fields, including text analysis, speech

Deep Learning

Deep Learning

Deep learning is a type of machine learning that uses artificial neural networks to learn from data and make predictions or decisions. It's a powerful tool for analyzing and understanding complex data, such as images, speech, and text. What is Deep Learning? Deep learning is a type of